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sv_dgcnn_binary_scanobjectnn.txt
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sv_dgcnn_binary_scanobjectnn.txt
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Namespace(batch_size=32, binary=True, checkinfo=False, data_dir='/scratch/project_2003455/pointcloud/scanobjectnn', dataset='scanobjectnn', dropout=0.5, emb_dims=1024, epochs=250, k=20, lr=0.001, model='svnet', momentum=0.9, num_points=1024, num_workers=8, pooling='mean', resume=False, resume_from=None, rot='z', rot_test='so3', save_dir='/scratch/project_2002243/zhuo/vnbnn/exp_096', seed=1645388313, test=None, use_sgd=False, wd=0.0)
EPOCH 000/250 | Test: loss 2.371423, acc 0.253643, avg acc 0.182129 | Train: loss 2.399092, acc 0.248947, avg acc 0.191892 | lr 0.00100000 | 2022-02-20-22-20-19
EPOCH 001/250 | Test: loss 2.298803, acc 0.306037, avg acc 0.250407 | Train: loss 2.347656, acc 0.284059, avg acc 0.215169 | lr 0.00099996 | 2022-02-20-22-21-28
EPOCH 002/250 | Test: loss 2.328304, acc 0.274809, avg acc 0.213019 | Train: loss 2.307362, acc 0.298718, avg acc 0.226767 | lr 0.00099984 | 2022-02-20-22-22-38
EPOCH 003/250 | Test: loss 2.289291, acc 0.323040, avg acc 0.267985 | Train: loss 2.300921, acc 0.306004, avg acc 0.231942 | lr 0.00099964 | 2022-02-20-22-23-47
EPOCH 004/250 | Test: loss 2.279979, acc 0.312283, avg acc 0.252615 | Train: loss 2.291099, acc 0.314870, avg acc 0.240800 | lr 0.00099937 | 2022-02-20-22-24-57
EPOCH 005/250 | Test: loss 2.274897, acc 0.308466, avg acc 0.253261 | Train: loss 2.273310, acc 0.330846, avg acc 0.253557 | lr 0.00099901 | 2022-02-20-22-26-06
EPOCH 006/250 | Test: loss 2.270863, acc 0.315406, avg acc 0.236801 | Train: loss 2.262799, acc 0.327774, avg acc 0.247080 | lr 0.00099858 | 2022-02-20-22-27-16
EPOCH 007/250 | Test: loss 2.268038, acc 0.323734, avg acc 0.251219 | Train: loss 2.257475, acc 0.336025, avg acc 0.256919 | lr 0.00099807 | 2022-02-20-22-28-26
EPOCH 008/250 | Test: loss 2.238802, acc 0.348369, avg acc 0.274241 | Train: loss 2.250932, acc 0.337781, avg acc 0.259864 | lr 0.00099748 | 2022-02-20-22-29-35
EPOCH 009/250 | Test: loss 2.345720, acc 0.276197, avg acc 0.215013 | Train: loss 2.243074, acc 0.343662, avg acc 0.262227 | lr 0.00099681 | 2022-02-20-22-30-45
EPOCH 010/250 | Test: loss 2.274728, acc 0.313671, avg acc 0.254509 | Train: loss 2.232359, acc 0.347963, avg acc 0.267316 | lr 0.00099606 | 2022-02-20-22-31-54
EPOCH 011/250 | Test: loss 2.397904, acc 0.234906, avg acc 0.185217 | Train: loss 2.234803, acc 0.346383, avg acc 0.263995 | lr 0.00099523 | 2022-02-20-22-33-04
EPOCH 012/250 | Test: loss 2.242694, acc 0.329632, avg acc 0.249058 | Train: loss 2.231314, acc 0.354108, avg acc 0.274216 | lr 0.00099433 | 2022-02-20-22-34-13
EPOCH 013/250 | Test: loss 2.213028, acc 0.356350, avg acc 0.280797 | Train: loss 2.225066, acc 0.354371, avg acc 0.270833 | lr 0.00099334 | 2022-02-20-22-35-23
EPOCH 014/250 | Test: loss 2.392659, acc 0.274809, avg acc 0.225339 | Train: loss 2.215318, acc 0.358497, avg acc 0.274994 | lr 0.00099228 | 2022-02-20-22-36-33
EPOCH 015/250 | Test: loss 2.374073, acc 0.292158, avg acc 0.222795 | Train: loss 2.219399, acc 0.357356, avg acc 0.273528 | lr 0.00099114 | 2022-02-20-22-37-42
EPOCH 016/250 | Test: loss 2.310766, acc 0.290770, avg acc 0.243955 | Train: loss 2.216366, acc 0.368592, avg acc 0.286869 | lr 0.00098993 | 2022-02-20-22-38-52
EPOCH 017/250 | Test: loss 2.205557, acc 0.354268, avg acc 0.265959 | Train: loss 2.207734, acc 0.361745, avg acc 0.281280 | lr 0.00098863 | 2022-02-20-22-40-01
EPOCH 018/250 | Test: loss 2.208136, acc 0.350451, avg acc 0.283363 | Train: loss 2.207951, acc 0.367978, avg acc 0.289151 | lr 0.00098726 | 2022-02-20-22-41-11
EPOCH 019/250 | Test: loss 2.171190, acc 0.372311, avg acc 0.302825 | Train: loss 2.200622, acc 0.367890, avg acc 0.288019 | lr 0.00098582 | 2022-02-20-22-42-20
EPOCH 020/250 | Test: loss 2.544175, acc 0.202984, avg acc 0.233054 | Train: loss 2.186361, acc 0.376141, avg acc 0.294910 | lr 0.00098429 | 2022-02-20-22-43-30
EPOCH 021/250 | Test: loss 2.272047, acc 0.321652, avg acc 0.269645 | Train: loss 2.181085, acc 0.382725, avg acc 0.305626 | lr 0.00098269 | 2022-02-20-22-44-39
EPOCH 022/250 | Test: loss 2.421625, acc 0.258501, avg acc 0.263437 | Train: loss 2.172676, acc 0.389835, avg acc 0.306514 | lr 0.00098101 | 2022-02-20-22-45-49
EPOCH 023/250 | Test: loss 2.178049, acc 0.359126, avg acc 0.309264 | Train: loss 2.177126, acc 0.383427, avg acc 0.304258 | lr 0.00097926 | 2022-02-20-22-46-59
EPOCH 024/250 | Test: loss 2.191659, acc 0.369188, avg acc 0.306046 | Train: loss 2.148920, acc 0.404670, avg acc 0.325398 | lr 0.00097743 | 2022-02-20-22-48-08
EPOCH 025/250 | Test: loss 2.370557, acc 0.248786, avg acc 0.223577 | Train: loss 2.159563, acc 0.393961, avg acc 0.317252 | lr 0.00097553 | 2022-02-20-22-49-18
EPOCH 026/250 | Test: loss 2.147128, acc 0.379251, avg acc 0.315648 | Train: loss 2.148166, acc 0.403265, avg acc 0.324793 | lr 0.00097355 | 2022-02-20-22-50-27
EPOCH 027/250 | Test: loss 2.144893, acc 0.392783, avg acc 0.336531 | Train: loss 2.147206, acc 0.401685, avg acc 0.322091 | lr 0.00097150 | 2022-02-20-22-51-37
EPOCH 028/250 | Test: loss 2.151641, acc 0.412561, avg acc 0.350897 | Train: loss 2.135301, acc 0.408006, avg acc 0.333200 | lr 0.00096937 | 2022-02-20-22-52-47
EPOCH 029/250 | Test: loss 2.263836, acc 0.339348, avg acc 0.346541 | Train: loss 2.118731, acc 0.418276, avg acc 0.340629 | lr 0.00096716 | 2022-02-20-22-53-56
EPOCH 030/250 | Test: loss 2.118149, acc 0.420194, avg acc 0.370785 | Train: loss 2.129194, acc 0.412834, avg acc 0.335216 | lr 0.00096489 | 2022-02-20-22-55-06
EPOCH 031/250 | Test: loss 2.153979, acc 0.376128, avg acc 0.297363 | Train: loss 2.125549, acc 0.410639, avg acc 0.331846 | lr 0.00096254 | 2022-02-20-22-56-16
EPOCH 032/250 | Test: loss 2.210256, acc 0.364330, avg acc 0.324857 | Train: loss 2.120111, acc 0.419066, avg acc 0.338656 | lr 0.00096012 | 2022-02-20-22-57-26
EPOCH 033/250 | Test: loss 2.196649, acc 0.381332, avg acc 0.314490 | Train: loss 2.113742, acc 0.419680, avg acc 0.342600 | lr 0.00095762 | 2022-02-20-22-58-35
EPOCH 034/250 | Test: loss 2.304273, acc 0.314712, avg acc 0.291990 | Train: loss 2.107289, acc 0.426352, avg acc 0.348402 | lr 0.00095505 | 2022-02-20-22-59-45
EPOCH 035/250 | Test: loss 2.193822, acc 0.385496, avg acc 0.335994 | Train: loss 2.113109, acc 0.418276, avg acc 0.346233 | lr 0.00095241 | 2022-02-20-23-00-55
EPOCH 036/250 | Test: loss 2.491864, acc 0.255378, avg acc 0.259972 | Train: loss 2.098991, acc 0.424772, avg acc 0.352239 | lr 0.00094970 | 2022-02-20-23-02-05
EPOCH 037/250 | Test: loss 2.145405, acc 0.385496, avg acc 0.334012 | Train: loss 2.104350, acc 0.423718, avg acc 0.347754 | lr 0.00094692 | 2022-02-20-23-03-14
EPOCH 038/250 | Test: loss 2.240879, acc 0.348022, avg acc 0.268386 | Train: loss 2.103615, acc 0.424070, avg acc 0.348203 | lr 0.00094407 | 2022-02-20-23-04-24
EPOCH 039/250 | Test: loss 2.222389, acc 0.364330, avg acc 0.272174 | Train: loss 2.099872, acc 0.430214, avg acc 0.354223 | lr 0.00094115 | 2022-02-20-23-05-34
EPOCH 040/250 | Test: loss 2.143000, acc 0.388272, avg acc 0.338289 | Train: loss 2.099412, acc 0.429688, avg acc 0.354538 | lr 0.00093815 | 2022-02-20-23-06-44
EPOCH 041/250 | Test: loss 2.094772, acc 0.418112, avg acc 0.354920 | Train: loss 2.098940, acc 0.425737, avg acc 0.351650 | lr 0.00093509 | 2022-02-20-23-07-53
EPOCH 042/250 | Test: loss 2.144272, acc 0.393130, avg acc 0.338371 | Train: loss 2.087171, acc 0.433462, avg acc 0.358475 | lr 0.00093196 | 2022-02-20-23-09-03
EPOCH 043/250 | Test: loss 2.210824, acc 0.371617, avg acc 0.332583 | Train: loss 2.090198, acc 0.429249, avg acc 0.354075 | lr 0.00092876 | 2022-02-20-23-10-13
EPOCH 044/250 | Test: loss 2.132551, acc 0.391395, avg acc 0.345757 | Train: loss 2.087785, acc 0.433111, avg acc 0.360198 | lr 0.00092550 | 2022-02-20-23-11-22
EPOCH 045/250 | Test: loss 2.197050, acc 0.350451, avg acc 0.273735 | Train: loss 2.086108, acc 0.428897, avg acc 0.357284 | lr 0.00092216 | 2022-02-20-23-12-32
EPOCH 046/250 | Test: loss 2.181788, acc 0.379598, avg acc 0.326053 | Train: loss 2.073536, acc 0.443820, avg acc 0.366153 | lr 0.00091876 | 2022-02-20-23-13-42
EPOCH 047/250 | Test: loss 2.089919, acc 0.412561, avg acc 0.330953 | Train: loss 2.086531, acc 0.438114, avg acc 0.362335 | lr 0.00091530 | 2022-02-20-23-14-52
EPOCH 048/250 | Test: loss 2.095852, acc 0.421235, avg acc 0.359035 | Train: loss 2.083679, acc 0.438378, avg acc 0.363044 | lr 0.00091177 | 2022-02-20-23-16-01
EPOCH 049/250 | Test: loss 2.094894, acc 0.385149, avg acc 0.305244 | Train: loss 2.074281, acc 0.438290, avg acc 0.364016 | lr 0.00090817 | 2022-02-20-23-17-11
EPOCH 050/250 | Test: loss 2.086977, acc 0.434768, avg acc 0.380639 | Train: loss 2.080301, acc 0.437412, avg acc 0.363997 | lr 0.00090451 | 2022-02-20-23-18-21
EPOCH 051/250 | Test: loss 2.220083, acc 0.354962, avg acc 0.298837 | Train: loss 2.077462, acc 0.438904, avg acc 0.367719 | lr 0.00090078 | 2022-02-20-23-19-31
EPOCH 052/250 | Test: loss 2.176641, acc 0.385843, avg acc 0.311121 | Train: loss 2.063902, acc 0.443118, avg acc 0.370633 | lr 0.00089700 | 2022-02-20-23-20-40
EPOCH 053/250 | Test: loss 2.184004, acc 0.383414, avg acc 0.336057 | Train: loss 2.067602, acc 0.436271, avg acc 0.362541 | lr 0.00089314 | 2022-02-20-23-21-50
EPOCH 054/250 | Test: loss 2.193998, acc 0.363636, avg acc 0.296326 | Train: loss 2.072969, acc 0.442855, avg acc 0.363706 | lr 0.00088923 | 2022-02-20-23-23-00
EPOCH 055/250 | Test: loss 2.588575, acc 0.204372, avg acc 0.218576 | Train: loss 2.068591, acc 0.446103, avg acc 0.372283 | lr 0.00088526 | 2022-02-20-23-24-10
EPOCH 056/250 | Test: loss 2.142064, acc 0.401457, avg acc 0.374590 | Train: loss 2.076299, acc 0.437588, avg acc 0.361880 | lr 0.00088122 | 2022-02-20-23-25-20
EPOCH 057/250 | Test: loss 2.265810, acc 0.354268, avg acc 0.310058 | Train: loss 2.059598, acc 0.446278, avg acc 0.372527 | lr 0.00087713 | 2022-02-20-23-26-29
EPOCH 058/250 | Test: loss 2.048854, acc 0.447606, avg acc 0.384106 | Train: loss 2.059943, acc 0.446805, avg acc 0.375521 | lr 0.00087297 | 2022-02-20-23-27-39
EPOCH 059/250 | Test: loss 2.045080, acc 0.437543, avg acc 0.362187 | Train: loss 2.053797, acc 0.448385, avg acc 0.375568 | lr 0.00086876 | 2022-02-20-23-28-49
EPOCH 060/250 | Test: loss 2.115749, acc 0.400069, avg acc 0.330724 | Train: loss 2.050658, acc 0.456636, avg acc 0.380559 | lr 0.00086448 | 2022-02-20-23-29-58
EPOCH 061/250 | Test: loss 2.298335, acc 0.321999, avg acc 0.345808 | Train: loss 2.050816, acc 0.455671, avg acc 0.384016 | lr 0.00086015 | 2022-02-20-23-31-08
EPOCH 062/250 | Test: loss 2.252639, acc 0.334837, avg acc 0.300475 | Train: loss 2.063942, acc 0.448385, avg acc 0.374759 | lr 0.00085577 | 2022-02-20-23-32-18
EPOCH 063/250 | Test: loss 2.131875, acc 0.407703, avg acc 0.364126 | Train: loss 2.057140, acc 0.451896, avg acc 0.380102 | lr 0.00085132 | 2022-02-20-23-33-28
EPOCH 064/250 | Test: loss 2.293602, acc 0.316447, avg acc 0.287971 | Train: loss 2.048723, acc 0.451282, avg acc 0.377384 | lr 0.00084683 | 2022-02-20-23-34-37
EPOCH 065/250 | Test: loss 2.018065, acc 0.461138, avg acc 0.386872 | Train: loss 2.053723, acc 0.449087, avg acc 0.375691 | lr 0.00084227 | 2022-02-20-23-35-47
EPOCH 066/250 | Test: loss 2.036621, acc 0.452464, avg acc 0.388584 | Train: loss 2.050591, acc 0.455583, avg acc 0.381764 | lr 0.00083767 | 2022-02-20-23-36-57
EPOCH 067/250 | Test: loss 2.261345, acc 0.324427, avg acc 0.288081 | Train: loss 2.043267, acc 0.457426, avg acc 0.382333 | lr 0.00083301 | 2022-02-20-23-38-07
EPOCH 068/250 | Test: loss 2.093624, acc 0.421929, avg acc 0.365636 | Train: loss 2.030307, acc 0.465765, avg acc 0.393757 | lr 0.00082829 | 2022-02-20-23-39-16
EPOCH 069/250 | Test: loss 2.065320, acc 0.433727, avg acc 0.352994 | Train: loss 2.036744, acc 0.458567, avg acc 0.384424 | lr 0.00082353 | 2022-02-20-23-40-26
EPOCH 070/250 | Test: loss 2.045089, acc 0.437543, avg acc 0.357698 | Train: loss 2.034625, acc 0.465239, avg acc 0.394003 | lr 0.00081871 | 2022-02-20-23-41-36
EPOCH 071/250 | Test: loss 2.188632, acc 0.373005, avg acc 0.325699 | Train: loss 2.039109, acc 0.459621, avg acc 0.388584 | lr 0.00081385 | 2022-02-20-23-42-45
EPOCH 072/250 | Test: loss 2.104248, acc 0.418806, avg acc 0.321577 | Train: loss 2.028313, acc 0.463308, avg acc 0.391972 | lr 0.00080893 | 2022-02-20-23-43-55
EPOCH 073/250 | Test: loss 2.100090, acc 0.419153, avg acc 0.374239 | Train: loss 2.030185, acc 0.466117, avg acc 0.394882 | lr 0.00080397 | 2022-02-20-23-45-05
EPOCH 074/250 | Test: loss 2.124897, acc 0.405968, avg acc 0.330743 | Train: loss 2.050801, acc 0.448999, avg acc 0.375757 | lr 0.00079895 | 2022-02-20-23-46-15
EPOCH 075/250 | Test: loss 2.066143, acc 0.416724, avg acc 0.339230 | Train: loss 2.048751, acc 0.455671, avg acc 0.382568 | lr 0.00079389 | 2022-02-20-23-47-24
EPOCH 076/250 | Test: loss 2.020185, acc 0.462873, avg acc 0.376578 | Train: loss 2.027898, acc 0.461815, avg acc 0.389184 | lr 0.00078879 | 2022-02-20-23-48-34
EPOCH 077/250 | Test: loss 2.128362, acc 0.392089, avg acc 0.330907 | Train: loss 2.038689, acc 0.459182, avg acc 0.391469 | lr 0.00078363 | 2022-02-20-23-49-44
EPOCH 078/250 | Test: loss 2.077360, acc 0.411520, avg acc 0.314924 | Train: loss 2.024034, acc 0.468926, avg acc 0.398901 | lr 0.00077844 | 2022-02-20-23-50-54
EPOCH 079/250 | Test: loss 2.358275, acc 0.285566, avg acc 0.247592 | Train: loss 2.015387, acc 0.472173, avg acc 0.401332 | lr 0.00077320 | 2022-02-20-23-52-03
EPOCH 080/250 | Test: loss 2.065665, acc 0.441707, avg acc 0.361952 | Train: loss 2.013073, acc 0.470418, avg acc 0.402540 | lr 0.00076791 | 2022-02-20-23-53-13
EPOCH 081/250 | Test: loss 2.080217, acc 0.418806, avg acc 0.384539 | Train: loss 2.009215, acc 0.479459, avg acc 0.411263 | lr 0.00076259 | 2022-02-20-23-54-23
EPOCH 082/250 | Test: loss 2.010358, acc 0.467037, avg acc 0.384657 | Train: loss 2.013171, acc 0.470330, avg acc 0.399467 | lr 0.00075722 | 2022-02-20-23-55-33
EPOCH 083/250 | Test: loss 2.038016, acc 0.452464, avg acc 0.397200 | Train: loss 2.011168, acc 0.475509, avg acc 0.403771 | lr 0.00075181 | 2022-02-20-23-56-42
EPOCH 084/250 | Test: loss 2.157654, acc 0.408397, avg acc 0.365556 | Train: loss 2.002017, acc 0.480162, avg acc 0.410151 | lr 0.00074636 | 2022-02-20-23-57-52
EPOCH 085/250 | Test: loss 2.030992, acc 0.451423, avg acc 0.351383 | Train: loss 1.996807, acc 0.478494, avg acc 0.407686 | lr 0.00074088 | 2022-02-20-23-59-02
EPOCH 086/250 | Test: loss 2.054621, acc 0.431992, avg acc 0.350014 | Train: loss 2.014532, acc 0.468750, avg acc 0.399105 | lr 0.00073535 | 2022-02-21-00-00-12
EPOCH 087/250 | Test: loss 2.029849, acc 0.460791, avg acc 0.387803 | Train: loss 2.003712, acc 0.477791, avg acc 0.409587 | lr 0.00072979 | 2022-02-21-00-01-21
EPOCH 088/250 | Test: loss 2.139996, acc 0.393477, avg acc 0.315822 | Train: loss 2.004099, acc 0.475597, avg acc 0.407057 | lr 0.00072419 | 2022-02-21-00-02-31
EPOCH 089/250 | Test: loss 2.162102, acc 0.383761, avg acc 0.303560 | Train: loss 2.000657, acc 0.482180, avg acc 0.414292 | lr 0.00071856 | 2022-02-21-00-03-41
EPOCH 090/250 | Test: loss 2.095750, acc 0.423317, avg acc 0.381270 | Train: loss 1.994046, acc 0.483673, avg acc 0.412029 | lr 0.00071289 | 2022-02-21-00-04-50
EPOCH 091/250 | Test: loss 2.020852, acc 0.455239, avg acc 0.376484 | Train: loss 1.994356, acc 0.487096, avg acc 0.419408 | lr 0.00070719 | 2022-02-21-00-06-00
EPOCH 092/250 | Test: loss 1.991478, acc 0.475017, avg acc 0.413444 | Train: loss 1.999421, acc 0.484902, avg acc 0.415890 | lr 0.00070145 | 2022-02-21-00-07-10
EPOCH 093/250 | Test: loss 2.088382, acc 0.437890, avg acc 0.394547 | Train: loss 1.993100, acc 0.479196, avg acc 0.412344 | lr 0.00069569 | 2022-02-21-00-08-19
EPOCH 094/250 | Test: loss 2.151690, acc 0.408744, avg acc 0.403545 | Train: loss 1.989963, acc 0.487360, avg acc 0.418215 | lr 0.00068989 | 2022-02-21-00-09-29
EPOCH 095/250 | Test: loss 2.046137, acc 0.438931, avg acc 0.360556 | Train: loss 1.987829, acc 0.492100, avg acc 0.425025 | lr 0.00068406 | 2022-02-21-00-10-39
EPOCH 096/250 | Test: loss 1.984502, acc 0.477446, avg acc 0.403926 | Train: loss 1.989328, acc 0.491924, avg acc 0.422150 | lr 0.00067821 | 2022-02-21-00-11-48
EPOCH 097/250 | Test: loss 1.970045, acc 0.489938, avg acc 0.411317 | Train: loss 1.990253, acc 0.484463, avg acc 0.414020 | lr 0.00067232 | 2022-02-21-00-12-58
EPOCH 098/250 | Test: loss 2.265624, acc 0.343511, avg acc 0.302438 | Train: loss 1.980790, acc 0.487623, avg acc 0.418076 | lr 0.00066641 | 2022-02-21-00-14-08
EPOCH 099/250 | Test: loss 2.056689, acc 0.452117, avg acc 0.395351 | Train: loss 1.988356, acc 0.489993, avg acc 0.423015 | lr 0.00066047 | 2022-02-21-00-15-17
EPOCH 100/250 | Test: loss 2.077396, acc 0.420888, avg acc 0.369988 | Train: loss 2.059774, acc 0.450316, avg acc 0.379395 | lr 0.00065451 | 2022-02-21-00-16-27
EPOCH 101/250 | Test: loss 2.152947, acc 0.374740, avg acc 0.329417 | Train: loss 2.030465, acc 0.468750, avg acc 0.399302 | lr 0.00064852 | 2022-02-21-00-17-36
EPOCH 102/250 | Test: loss 2.081821, acc 0.427134, avg acc 0.349447 | Train: loss 2.019436, acc 0.467346, avg acc 0.401719 | lr 0.00064251 | 2022-02-21-00-18-46
EPOCH 103/250 | Test: loss 2.139997, acc 0.409785, avg acc 0.371810 | Train: loss 2.011302, acc 0.478933, avg acc 0.409163 | lr 0.00063648 | 2022-02-21-00-19-55
EPOCH 104/250 | Test: loss 2.118334, acc 0.411173, avg acc 0.346795 | Train: loss 2.001713, acc 0.481039, avg acc 0.412079 | lr 0.00063042 | 2022-02-21-00-21-05
EPOCH 105/250 | Test: loss 1.969020, acc 0.487162, avg acc 0.405852 | Train: loss 2.000615, acc 0.479547, avg acc 0.406378 | lr 0.00062434 | 2022-02-21-00-22-15
EPOCH 106/250 | Test: loss 2.082158, acc 0.439278, avg acc 0.428388 | Train: loss 1.995099, acc 0.482619, avg acc 0.413231 | lr 0.00061825 | 2022-02-21-00-23-24
EPOCH 107/250 | Test: loss 2.081477, acc 0.433727, avg acc 0.400151 | Train: loss 1.987436, acc 0.489905, avg acc 0.420719 | lr 0.00061214 | 2022-02-21-00-24-34
EPOCH 108/250 | Test: loss 2.163446, acc 0.404927, avg acc 0.403420 | Train: loss 1.985843, acc 0.489554, avg acc 0.421416 | lr 0.00060600 | 2022-02-21-00-25-44
EPOCH 109/250 | Test: loss 2.107439, acc 0.419153, avg acc 0.363039 | Train: loss 1.993723, acc 0.484989, avg acc 0.416215 | lr 0.00059985 | 2022-02-21-00-26-53
EPOCH 110/250 | Test: loss 2.027510, acc 0.461485, avg acc 0.390594 | Train: loss 1.986730, acc 0.483234, avg acc 0.414918 | lr 0.00059369 | 2022-02-21-00-28-03
EPOCH 111/250 | Test: loss 2.148718, acc 0.401110, avg acc 0.307789 | Train: loss 1.989894, acc 0.485604, avg acc 0.417372 | lr 0.00058751 | 2022-02-21-00-29-13
EPOCH 112/250 | Test: loss 2.296572, acc 0.337960, avg acc 0.297869 | Train: loss 1.982353, acc 0.489554, avg acc 0.419744 | lr 0.00058132 | 2022-02-21-00-30-22
EPOCH 113/250 | Test: loss 2.114272, acc 0.411173, avg acc 0.331527 | Train: loss 1.993022, acc 0.484463, avg acc 0.419486 | lr 0.00057511 | 2022-02-21-00-31-32
EPOCH 114/250 | Test: loss 2.166488, acc 0.395559, avg acc 0.357717 | Train: loss 1.980835, acc 0.490871, avg acc 0.423967 | lr 0.00056890 | 2022-02-21-00-32-42
EPOCH 115/250 | Test: loss 2.194676, acc 0.368494, avg acc 0.297550 | Train: loss 1.985701, acc 0.484638, avg acc 0.415221 | lr 0.00056267 | 2022-02-21-00-33-51
EPOCH 116/250 | Test: loss 2.036299, acc 0.462179, avg acc 0.409597 | Train: loss 1.989164, acc 0.489817, avg acc 0.425818 | lr 0.00055643 | 2022-02-21-00-35-01
EPOCH 117/250 | Test: loss 2.132870, acc 0.407703, avg acc 0.416789 | Train: loss 1.985474, acc 0.485516, avg acc 0.421537 | lr 0.00055018 | 2022-02-21-00-36-10
EPOCH 118/250 | Test: loss 2.096201, acc 0.424011, avg acc 0.403521 | Train: loss 1.980860, acc 0.493329, avg acc 0.425320 | lr 0.00054393 | 2022-02-21-00-37-20
EPOCH 119/250 | Test: loss 2.211115, acc 0.370923, avg acc 0.333761 | Train: loss 2.030216, acc 0.465151, avg acc 0.397868 | lr 0.00053766 | 2022-02-21-00-38-30
EPOCH 120/250 | Test: loss 2.129190, acc 0.399028, avg acc 0.333237 | Train: loss 2.018207, acc 0.470154, avg acc 0.401682 | lr 0.00053140 | 2022-02-21-00-39-39
EPOCH 121/250 | Test: loss 2.115808, acc 0.428869, avg acc 0.405938 | Train: loss 2.002752, acc 0.480074, avg acc 0.407037 | lr 0.00052512 | 2022-02-21-00-40-49
EPOCH 122/250 | Test: loss 2.154211, acc 0.386537, avg acc 0.312918 | Train: loss 1.989882, acc 0.483409, avg acc 0.415794 | lr 0.00051885 | 2022-02-21-00-41-58
EPOCH 123/250 | Test: loss 2.130219, acc 0.406662, avg acc 0.341774 | Train: loss 1.981691, acc 0.488852, avg acc 0.421861 | lr 0.00051257 | 2022-02-21-00-43-08
EPOCH 124/250 | Test: loss 2.075414, acc 0.428869, avg acc 0.365204 | Train: loss 1.982101, acc 0.489466, avg acc 0.421578 | lr 0.00050628 | 2022-02-21-00-44-18
EPOCH 125/250 | Test: loss 2.185605, acc 0.373005, avg acc 0.354431 | Train: loss 1.980871, acc 0.492978, avg acc 0.428358 | lr 0.00050000 | 2022-02-21-00-45-28
EPOCH 126/250 | Test: loss 2.113745, acc 0.409785, avg acc 0.376627 | Train: loss 1.975592, acc 0.495962, avg acc 0.427040 | lr 0.00049372 | 2022-02-21-00-46-37
EPOCH 127/250 | Test: loss 2.054843, acc 0.445871, avg acc 0.361658 | Train: loss 1.968338, acc 0.496928, avg acc 0.430441 | lr 0.00048743 | 2022-02-21-00-47-47
EPOCH 128/250 | Test: loss 2.124969, acc 0.400069, avg acc 0.322681 | Train: loss 1.973563, acc 0.489730, avg acc 0.423215 | lr 0.00048115 | 2022-02-21-00-48-57
EPOCH 129/250 | Test: loss 2.022325, acc 0.471895, avg acc 0.382553 | Train: loss 1.976106, acc 0.488062, avg acc 0.422782 | lr 0.00047488 | 2022-02-21-00-50-07
EPOCH 130/250 | Test: loss 2.070407, acc 0.446565, avg acc 0.374670 | Train: loss 1.978239, acc 0.492802, avg acc 0.425369 | lr 0.00046860 | 2022-02-21-00-51-16
EPOCH 131/250 | Test: loss 2.042817, acc 0.435115, avg acc 0.373217 | Train: loss 1.976622, acc 0.491573, avg acc 0.424339 | lr 0.00046234 | 2022-02-21-00-52-26
EPOCH 132/250 | Test: loss 2.101332, acc 0.439625, avg acc 0.407324 | Train: loss 1.978982, acc 0.488237, avg acc 0.422515 | lr 0.00045607 | 2022-02-21-00-53-35
EPOCH 133/250 | Test: loss 2.048404, acc 0.444483, avg acc 0.380838 | Train: loss 1.980022, acc 0.494382, avg acc 0.427182 | lr 0.00044982 | 2022-02-21-00-54-45
EPOCH 134/250 | Test: loss 2.274402, acc 0.323040, avg acc 0.305500 | Train: loss 1.962747, acc 0.499473, avg acc 0.430178 | lr 0.00044357 | 2022-02-21-00-55-55
EPOCH 135/250 | Test: loss 2.010124, acc 0.471201, avg acc 0.400578 | Train: loss 1.965942, acc 0.501756, avg acc 0.436779 | lr 0.00043733 | 2022-02-21-00-57-05
EPOCH 136/250 | Test: loss 2.011633, acc 0.478834, avg acc 0.434449 | Train: loss 1.963727, acc 0.495699, avg acc 0.428872 | lr 0.00043110 | 2022-02-21-00-58-14
EPOCH 137/250 | Test: loss 2.057360, acc 0.462526, avg acc 0.385682 | Train: loss 1.985605, acc 0.488940, avg acc 0.424878 | lr 0.00042489 | 2022-02-21-00-59-24
EPOCH 138/250 | Test: loss 2.182316, acc 0.381332, avg acc 0.380935 | Train: loss 1.995009, acc 0.482971, avg acc 0.414479 | lr 0.00041868 | 2022-02-21-01-00-34
EPOCH 139/250 | Test: loss 2.084841, acc 0.412214, avg acc 0.322093 | Train: loss 1.988448, acc 0.486306, avg acc 0.416032 | lr 0.00041249 | 2022-02-21-01-01-44
EPOCH 140/250 | Test: loss 2.116694, acc 0.404580, avg acc 0.327823 | Train: loss 1.987661, acc 0.484024, avg acc 0.417307 | lr 0.00040631 | 2022-02-21-01-02-53
EPOCH 141/250 | Test: loss 2.177757, acc 0.371964, avg acc 0.323638 | Train: loss 1.976083, acc 0.491661, avg acc 0.424289 | lr 0.00040015 | 2022-02-21-01-04-03
EPOCH 142/250 | Test: loss 2.044387, acc 0.456627, avg acc 0.399457 | Train: loss 1.984355, acc 0.487360, avg acc 0.418852 | lr 0.00039400 | 2022-02-21-01-05-13
EPOCH 143/250 | Test: loss 2.070358, acc 0.433380, avg acc 0.394466 | Train: loss 1.990891, acc 0.482005, avg acc 0.413606 | lr 0.00038786 | 2022-02-21-01-06-22
EPOCH 144/250 | Test: loss 2.069509, acc 0.447259, avg acc 0.356828 | Train: loss 1.979452, acc 0.489817, avg acc 0.427826 | lr 0.00038175 | 2022-02-21-01-07-32
EPOCH 145/250 | Test: loss 2.061539, acc 0.444830, avg acc 0.396214 | Train: loss 1.959728, acc 0.502633, avg acc 0.435594 | lr 0.00037566 | 2022-02-21-01-08-42
EPOCH 146/250 | Test: loss 2.081233, acc 0.433033, avg acc 0.421344 | Train: loss 1.958073, acc 0.503950, avg acc 0.438996 | lr 0.00036958 | 2022-02-21-01-09-52
EPOCH 147/250 | Test: loss 2.032178, acc 0.454892, avg acc 0.393150 | Train: loss 1.971653, acc 0.494206, avg acc 0.427006 | lr 0.00036352 | 2022-02-21-01-11-01
EPOCH 148/250 | Test: loss 2.038116, acc 0.456627, avg acc 0.404815 | Train: loss 1.955904, acc 0.508778, avg acc 0.438240 | lr 0.00035749 | 2022-02-21-01-12-11
EPOCH 149/250 | Test: loss 2.108273, acc 0.416724, avg acc 0.341126 | Train: loss 1.960980, acc 0.502370, avg acc 0.438041 | lr 0.00035148 | 2022-02-21-01-13-21
EPOCH 150/250 | Test: loss 2.090557, acc 0.416378, avg acc 0.353567 | Train: loss 1.959727, acc 0.499824, avg acc 0.434602 | lr 0.00034549 | 2022-02-21-01-14-31
EPOCH 151/250 | Test: loss 2.200654, acc 0.366065, avg acc 0.344933 | Train: loss 1.966824, acc 0.494031, avg acc 0.429756 | lr 0.00033953 | 2022-02-21-01-15-40
EPOCH 152/250 | Test: loss 2.016970, acc 0.448994, avg acc 0.396063 | Train: loss 1.962490, acc 0.499824, avg acc 0.431341 | lr 0.00033359 | 2022-02-21-01-16-50
EPOCH 153/250 | Test: loss 2.077920, acc 0.432339, avg acc 0.372755 | Train: loss 1.950333, acc 0.507637, avg acc 0.442603 | lr 0.00032768 | 2022-02-21-01-18-00
EPOCH 154/250 | Test: loss 2.039555, acc 0.437543, avg acc 0.377019 | Train: loss 1.949667, acc 0.504477, avg acc 0.439698 | lr 0.00032179 | 2022-02-21-01-19-10
EPOCH 155/250 | Test: loss 1.979678, acc 0.495142, avg acc 0.428819 | Train: loss 1.956928, acc 0.503336, avg acc 0.437311 | lr 0.00031594 | 2022-02-21-01-20-19
EPOCH 156/250 | Test: loss 2.111457, acc 0.411520, avg acc 0.337588 | Train: loss 1.942558, acc 0.511675, avg acc 0.447548 | lr 0.00031011 | 2022-02-21-01-21-29
EPOCH 157/250 | Test: loss 2.037242, acc 0.462873, avg acc 0.416952 | Train: loss 1.951750, acc 0.503599, avg acc 0.437820 | lr 0.00030431 | 2022-02-21-01-22-39
EPOCH 158/250 | Test: loss 2.061902, acc 0.452811, avg acc 0.384816 | Train: loss 1.945342, acc 0.515888, avg acc 0.450418 | lr 0.00029855 | 2022-02-21-01-23-48
EPOCH 159/250 | Test: loss 2.054649, acc 0.455586, avg acc 0.434289 | Train: loss 1.946705, acc 0.508954, avg acc 0.442801 | lr 0.00029281 | 2022-02-21-01-24-58
EPOCH 160/250 | Test: loss 2.036673, acc 0.460444, avg acc 0.380142 | Train: loss 1.941728, acc 0.513430, avg acc 0.451639 | lr 0.00028711 | 2022-02-21-01-26-08
EPOCH 161/250 | Test: loss 1.989426, acc 0.477793, avg acc 0.417719 | Train: loss 1.948043, acc 0.507461, avg acc 0.441224 | lr 0.00028144 | 2022-02-21-01-27-17
EPOCH 162/250 | Test: loss 1.973868, acc 0.486815, avg acc 0.417084 | Train: loss 1.929587, acc 0.516678, avg acc 0.450922 | lr 0.00027581 | 2022-02-21-01-28-27
EPOCH 163/250 | Test: loss 2.053888, acc 0.453158, avg acc 0.382135 | Train: loss 1.928682, acc 0.521857, avg acc 0.458130 | lr 0.00027021 | 2022-02-21-01-29-37
EPOCH 164/250 | Test: loss 2.080297, acc 0.441013, avg acc 0.435618 | Train: loss 1.926270, acc 0.517907, avg acc 0.457660 | lr 0.00026465 | 2022-02-21-01-30-47
EPOCH 165/250 | Test: loss 2.013941, acc 0.462873, avg acc 0.405578 | Train: loss 1.925799, acc 0.527475, avg acc 0.464754 | lr 0.00025912 | 2022-02-21-01-31-57
EPOCH 166/250 | Test: loss 2.039970, acc 0.470507, avg acc 0.429928 | Train: loss 1.931169, acc 0.518171, avg acc 0.454815 | lr 0.00025364 | 2022-02-21-01-33-06
EPOCH 167/250 | Test: loss 2.264146, acc 0.343164, avg acc 0.311987 | Train: loss 1.935248, acc 0.516854, avg acc 0.448916 | lr 0.00024819 | 2022-02-21-01-34-16
EPOCH 168/250 | Test: loss 2.008412, acc 0.480569, avg acc 0.436307 | Train: loss 1.939968, acc 0.511499, avg acc 0.448393 | lr 0.00024278 | 2022-02-21-01-35-26
EPOCH 169/250 | Test: loss 2.111467, acc 0.426093, avg acc 0.385180 | Train: loss 1.927579, acc 0.515801, avg acc 0.447268 | lr 0.00023741 | 2022-02-21-01-36-35
EPOCH 170/250 | Test: loss 2.238450, acc 0.359820, avg acc 0.335237 | Train: loss 1.933274, acc 0.517732, avg acc 0.454594 | lr 0.00023209 | 2022-02-21-01-37-45
EPOCH 171/250 | Test: loss 2.263882, acc 0.332061, avg acc 0.300648 | Train: loss 1.932855, acc 0.516503, avg acc 0.453654 | lr 0.00022680 | 2022-02-21-01-38-55
EPOCH 172/250 | Test: loss 2.111270, acc 0.426787, avg acc 0.412310 | Train: loss 1.921127, acc 0.522823, avg acc 0.458621 | lr 0.00022156 | 2022-02-21-01-40-05
EPOCH 173/250 | Test: loss 2.063476, acc 0.425399, avg acc 0.372535 | Train: loss 1.929317, acc 0.521857, avg acc 0.456806 | lr 0.00021637 | 2022-02-21-01-41-14
EPOCH 174/250 | Test: loss 1.966078, acc 0.485774, avg acc 0.411102 | Train: loss 1.927474, acc 0.517205, avg acc 0.452377 | lr 0.00021121 | 2022-02-21-01-42-24
EPOCH 175/250 | Test: loss 2.048869, acc 0.449688, avg acc 0.368301 | Train: loss 1.925340, acc 0.518873, avg acc 0.454125 | lr 0.00020611 | 2022-02-21-01-43-34
EPOCH 176/250 | Test: loss 2.164469, acc 0.373352, avg acc 0.325385 | Train: loss 1.939317, acc 0.519751, avg acc 0.454415 | lr 0.00020105 | 2022-02-21-01-44-43
EPOCH 177/250 | Test: loss 2.087678, acc 0.442054, avg acc 0.399782 | Train: loss 1.920875, acc 0.524228, avg acc 0.459836 | lr 0.00019603 | 2022-02-21-01-45-53
EPOCH 178/250 | Test: loss 2.150763, acc 0.405968, avg acc 0.371055 | Train: loss 1.925060, acc 0.521067, avg acc 0.453852 | lr 0.00019107 | 2022-02-21-01-47-03
EPOCH 179/250 | Test: loss 2.015121, acc 0.457321, avg acc 0.384607 | Train: loss 1.925605, acc 0.522033, avg acc 0.459462 | lr 0.00018615 | 2022-02-21-01-48-12
EPOCH 180/250 | Test: loss 2.148569, acc 0.404233, avg acc 0.368883 | Train: loss 1.935881, acc 0.511060, avg acc 0.447308 | lr 0.00018129 | 2022-02-21-01-49-22
EPOCH 181/250 | Test: loss 2.115558, acc 0.416378, avg acc 0.353415 | Train: loss 1.926435, acc 0.522560, avg acc 0.460949 | lr 0.00017647 | 2022-02-21-01-50-32
EPOCH 182/250 | Test: loss 1.976293, acc 0.489591, avg acc 0.435337 | Train: loss 1.929903, acc 0.517117, avg acc 0.449750 | lr 0.00017171 | 2022-02-21-01-51-41
EPOCH 183/250 | Test: loss 2.144052, acc 0.413602, avg acc 0.373972 | Train: loss 1.921713, acc 0.521594, avg acc 0.456537 | lr 0.00016699 | 2022-02-21-01-52-51
EPOCH 184/250 | Test: loss 2.045734, acc 0.456974, avg acc 0.426084 | Train: loss 1.929752, acc 0.519224, avg acc 0.455651 | lr 0.00016233 | 2022-02-21-01-54-01
EPOCH 185/250 | Test: loss 2.065797, acc 0.432686, avg acc 0.394317 | Train: loss 1.918876, acc 0.524930, avg acc 0.460695 | lr 0.00015773 | 2022-02-21-01-55-11
EPOCH 186/250 | Test: loss 2.018064, acc 0.481263, avg acc 0.416851 | Train: loss 1.914680, acc 0.526598, avg acc 0.460413 | lr 0.00015317 | 2022-02-21-01-56-21
EPOCH 187/250 | Test: loss 2.020938, acc 0.454892, avg acc 0.432486 | Train: loss 1.913713, acc 0.522384, avg acc 0.458927 | lr 0.00014868 | 2022-02-21-01-57-30
EPOCH 188/250 | Test: loss 2.126136, acc 0.419153, avg acc 0.387688 | Train: loss 1.918999, acc 0.524754, avg acc 0.459496 | lr 0.00014423 | 2022-02-21-01-58-40
EPOCH 189/250 | Test: loss 2.052346, acc 0.442748, avg acc 0.340072 | Train: loss 1.924767, acc 0.521857, avg acc 0.456526 | lr 0.00013985 | 2022-02-21-01-59-49
EPOCH 190/250 | Test: loss 2.196596, acc 0.373699, avg acc 0.331071 | Train: loss 1.912016, acc 0.526422, avg acc 0.463375 | lr 0.00013552 | 2022-02-21-02-00-59
EPOCH 191/250 | Test: loss 2.016900, acc 0.486121, avg acc 0.459256 | Train: loss 1.910849, acc 0.529319, avg acc 0.468109 | lr 0.00013124 | 2022-02-21-02-02-09
EPOCH 192/250 | Test: loss 2.023270, acc 0.484386, avg acc 0.427075 | Train: loss 1.916946, acc 0.522823, avg acc 0.458272 | lr 0.00012703 | 2022-02-21-02-03-19
EPOCH 193/250 | Test: loss 1.995260, acc 0.497571, avg acc 0.438867 | Train: loss 1.911388, acc 0.528002, avg acc 0.462023 | lr 0.00012287 | 2022-02-21-02-04-28
EPOCH 194/250 | Test: loss 1.963643, acc 0.502082, avg acc 0.433792 | Train: loss 1.900163, acc 0.533357, avg acc 0.471567 | lr 0.00011878 | 2022-02-21-02-05-38
EPOCH 195/250 | Test: loss 1.973429, acc 0.485427, avg acc 0.423553 | Train: loss 1.908707, acc 0.528090, avg acc 0.460119 | lr 0.00011474 | 2022-02-21-02-06-48
EPOCH 196/250 | Test: loss 1.976394, acc 0.483345, avg acc 0.430244 | Train: loss 1.903438, acc 0.533708, avg acc 0.471255 | lr 0.00011077 | 2022-02-21-02-07-58
EPOCH 197/250 | Test: loss 1.930780, acc 0.513532, avg acc 0.444712 | Train: loss 1.910340, acc 0.531074, avg acc 0.467190 | lr 0.00010686 | 2022-02-21-02-09-07
EPOCH 198/250 | Test: loss 2.271294, acc 0.337266, avg acc 0.309463 | Train: loss 1.913893, acc 0.525105, avg acc 0.463451 | lr 0.00010300 | 2022-02-21-02-10-17
EPOCH 199/250 | Test: loss 2.007467, acc 0.471201, avg acc 0.409429 | Train: loss 1.909485, acc 0.530723, avg acc 0.467654 | lr 0.00009922 | 2022-02-21-02-11-27
EPOCH 200/250 | Test: loss 2.013006, acc 0.475017, avg acc 0.407610 | Train: loss 1.912833, acc 0.530987, avg acc 0.467729 | lr 0.00009549 | 2022-02-21-02-12-37
EPOCH 201/250 | Test: loss 1.967833, acc 0.486121, avg acc 0.406510 | Train: loss 1.911599, acc 0.528529, avg acc 0.460848 | lr 0.00009183 | 2022-02-21-02-13-47
EPOCH 202/250 | Test: loss 2.039474, acc 0.469466, avg acc 0.420958 | Train: loss 1.915430, acc 0.527037, avg acc 0.461778 | lr 0.00008823 | 2022-02-21-02-14-57
EPOCH 203/250 | Test: loss 2.023495, acc 0.490285, avg acc 0.433503 | Train: loss 1.905353, acc 0.530109, avg acc 0.465004 | lr 0.00008470 | 2022-02-21-02-16-07
EPOCH 204/250 | Test: loss 2.095009, acc 0.432339, avg acc 0.418516 | Train: loss 1.908839, acc 0.528880, avg acc 0.463286 | lr 0.00008124 | 2022-02-21-02-17-17
EPOCH 205/250 | Test: loss 1.947047, acc 0.505205, avg acc 0.443138 | Train: loss 1.909233, acc 0.533006, avg acc 0.468898 | lr 0.00007784 | 2022-02-21-02-18-27
EPOCH 206/250 | Test: loss 2.256572, acc 0.378904, avg acc 0.367808 | Train: loss 1.902861, acc 0.537131, avg acc 0.475419 | lr 0.00007450 | 2022-02-21-02-19-37
EPOCH 207/250 | Test: loss 2.047333, acc 0.448994, avg acc 0.406688 | Train: loss 1.901461, acc 0.534235, avg acc 0.471131 | lr 0.00007124 | 2022-02-21-02-20-47
EPOCH 208/250 | Test: loss 2.012451, acc 0.464955, avg acc 0.411629 | Train: loss 1.899431, acc 0.536956, avg acc 0.470980 | lr 0.00006804 | 2022-02-21-02-21-57
EPOCH 209/250 | Test: loss 1.973215, acc 0.491672, avg acc 0.428168 | Train: loss 1.901875, acc 0.534498, avg acc 0.469716 | lr 0.00006491 | 2022-02-21-02-23-07
EPOCH 210/250 | Test: loss 2.035303, acc 0.459403, avg acc 0.399442 | Train: loss 1.909431, acc 0.526246, avg acc 0.465999 | lr 0.00006185 | 2022-02-21-02-24-17
EPOCH 211/250 | Test: loss 2.014768, acc 0.472241, avg acc 0.427373 | Train: loss 1.894670, acc 0.536780, avg acc 0.475875 | lr 0.00005885 | 2022-02-21-02-25-27
EPOCH 212/250 | Test: loss 2.019394, acc 0.480569, avg acc 0.454609 | Train: loss 1.897440, acc 0.535025, avg acc 0.472888 | lr 0.00005593 | 2022-02-21-02-26-37
EPOCH 213/250 | Test: loss 1.993006, acc 0.493407, avg acc 0.432217 | Train: loss 1.896303, acc 0.539062, avg acc 0.474702 | lr 0.00005308 | 2022-02-21-02-27-47
EPOCH 214/250 | Test: loss 1.932638, acc 0.514226, avg acc 0.448288 | Train: loss 1.890787, acc 0.538009, avg acc 0.472513 | lr 0.00005030 | 2022-02-21-02-28-57
EPOCH 215/250 | Test: loss 2.003110, acc 0.478834, avg acc 0.428502 | Train: loss 1.902383, acc 0.528090, avg acc 0.463348 | lr 0.00004759 | 2022-02-21-02-30-07
EPOCH 216/250 | Test: loss 2.089407, acc 0.454198, avg acc 0.433134 | Train: loss 1.890801, acc 0.538887, avg acc 0.476270 | lr 0.00004495 | 2022-02-21-02-31-17
EPOCH 217/250 | Test: loss 2.347656, acc 0.286607, avg acc 0.301260 | Train: loss 1.899654, acc 0.529582, avg acc 0.468388 | lr 0.00004238 | 2022-02-21-02-32-28
EPOCH 218/250 | Test: loss 2.005024, acc 0.479528, avg acc 0.431071 | Train: loss 1.897230, acc 0.536956, avg acc 0.474295 | lr 0.00003988 | 2022-02-21-02-33-38
EPOCH 219/250 | Test: loss 1.971098, acc 0.496530, avg acc 0.450435 | Train: loss 1.900638, acc 0.535815, avg acc 0.475393 | lr 0.00003746 | 2022-02-21-02-34-48
EPOCH 220/250 | Test: loss 2.066490, acc 0.441360, avg acc 0.360173 | Train: loss 1.901065, acc 0.530636, avg acc 0.471485 | lr 0.00003511 | 2022-02-21-02-35-58
EPOCH 221/250 | Test: loss 1.993012, acc 0.480569, avg acc 0.420160 | Train: loss 1.885360, acc 0.539501, avg acc 0.476184 | lr 0.00003284 | 2022-02-21-02-37-07
EPOCH 222/250 | Test: loss 1.933946, acc 0.522554, avg acc 0.475382 | Train: loss 1.892907, acc 0.543100, avg acc 0.484087 | lr 0.00003063 | 2022-02-21-02-38-18
EPOCH 223/250 | Test: loss 2.005306, acc 0.480916, avg acc 0.422522 | Train: loss 1.889077, acc 0.537131, avg acc 0.479029 | lr 0.00002850 | 2022-02-21-02-39-27
EPOCH 224/250 | Test: loss 2.000992, acc 0.490285, avg acc 0.463920 | Train: loss 1.892339, acc 0.534322, avg acc 0.473402 | lr 0.00002645 | 2022-02-21-02-40-38
EPOCH 225/250 | Test: loss 2.351494, acc 0.336572, avg acc 0.336184 | Train: loss 1.891289, acc 0.540379, avg acc 0.477746 | lr 0.00002447 | 2022-02-21-02-41-48
EPOCH 226/250 | Test: loss 2.032400, acc 0.465302, avg acc 0.414252 | Train: loss 1.891073, acc 0.537570, avg acc 0.473280 | lr 0.00002257 | 2022-02-21-02-42-58
EPOCH 227/250 | Test: loss 2.327965, acc 0.309507, avg acc 0.296353 | Train: loss 1.899305, acc 0.530811, avg acc 0.467217 | lr 0.00002074 | 2022-02-21-02-44-08
EPOCH 228/250 | Test: loss 2.022434, acc 0.464955, avg acc 0.374010 | Train: loss 1.892581, acc 0.537570, avg acc 0.473563 | lr 0.00001899 | 2022-02-21-02-45-18
EPOCH 229/250 | Test: loss 1.962246, acc 0.495489, avg acc 0.425141 | Train: loss 1.886620, acc 0.539326, avg acc 0.479861 | lr 0.00001731 | 2022-02-21-02-46-28
EPOCH 230/250 | Test: loss 1.921482, acc 0.521166, avg acc 0.459891 | Train: loss 1.889987, acc 0.538448, avg acc 0.473304 | lr 0.00001571 | 2022-02-21-02-47-38
EPOCH 231/250 | Test: loss 1.968875, acc 0.503817, avg acc 0.440804 | Train: loss 1.890222, acc 0.541345, avg acc 0.478203 | lr 0.00001418 | 2022-02-21-02-48-48
EPOCH 232/250 | Test: loss 1.987868, acc 0.485774, avg acc 0.453031 | Train: loss 1.886230, acc 0.543978, avg acc 0.480475 | lr 0.00001274 | 2022-02-21-02-49-58
EPOCH 233/250 | Test: loss 1.959925, acc 0.487162, avg acc 0.429206 | Train: loss 1.889344, acc 0.539326, avg acc 0.479668 | lr 0.00001137 | 2022-02-21-02-51-08
EPOCH 234/250 | Test: loss 2.045573, acc 0.465996, avg acc 0.421601 | Train: loss 1.894518, acc 0.534059, avg acc 0.474583 | lr 0.00001007 | 2022-02-21-02-52-18
EPOCH 235/250 | Test: loss 1.924521, acc 0.517696, avg acc 0.449540 | Train: loss 1.883188, acc 0.547051, avg acc 0.485671 | lr 0.00000886 | 2022-02-21-02-53-28
EPOCH 236/250 | Test: loss 2.081570, acc 0.450035, avg acc 0.388922 | Train: loss 1.878537, acc 0.546787, avg acc 0.483244 | lr 0.00000772 | 2022-02-21-02-54-38
EPOCH 237/250 | Test: loss 2.059358, acc 0.448647, avg acc 0.370253 | Train: loss 1.888363, acc 0.544242, avg acc 0.485002 | lr 0.00000666 | 2022-02-21-02-55-48
EPOCH 238/250 | Test: loss 1.932826, acc 0.512491, avg acc 0.456457 | Train: loss 1.893213, acc 0.537044, avg acc 0.475625 | lr 0.00000567 | 2022-02-21-02-56-58
EPOCH 239/250 | Test: loss 2.010285, acc 0.480916, avg acc 0.425758 | Train: loss 1.888475, acc 0.541169, avg acc 0.475087 | lr 0.00000477 | 2022-02-21-02-58-08
EPOCH 240/250 | Test: loss 1.950672, acc 0.497918, avg acc 0.436574 | Train: loss 1.883555, acc 0.544768, avg acc 0.481669 | lr 0.00000394 | 2022-02-21-02-59-18
EPOCH 241/250 | Test: loss 2.030958, acc 0.463220, avg acc 0.405696 | Train: loss 1.879809, acc 0.546875, avg acc 0.484075 | lr 0.00000319 | 2022-02-21-03-00-28
EPOCH 242/250 | Test: loss 1.895856, acc 0.530881, avg acc 0.461769 | Train: loss 1.883626, acc 0.542398, avg acc 0.482582 | lr 0.00000252 | 2022-02-21-03-01-38
EPOCH 243/250 | Test: loss 2.011677, acc 0.473976, avg acc 0.437342 | Train: loss 1.880777, acc 0.544066, avg acc 0.482630 | lr 0.00000193 | 2022-02-21-03-02-49
EPOCH 244/250 | Test: loss 1.988157, acc 0.494795, avg acc 0.453214 | Train: loss 1.876223, acc 0.549596, avg acc 0.488015 | lr 0.00000142 | 2022-02-21-03-03-59
EPOCH 245/250 | Test: loss 1.963005, acc 0.498265, avg acc 0.459239 | Train: loss 1.878183, acc 0.548279, avg acc 0.485968 | lr 0.00000099 | 2022-02-21-03-05-09
EPOCH 246/250 | Test: loss 1.999587, acc 0.470507, avg acc 0.392475 | Train: loss 1.881511, acc 0.541169, avg acc 0.478456 | lr 0.00000063 | 2022-02-21-03-06-19
EPOCH 247/250 | Test: loss 2.004007, acc 0.481263, avg acc 0.437003 | Train: loss 1.889317, acc 0.542837, avg acc 0.483315 | lr 0.00000036 | 2022-02-21-03-07-29
EPOCH 248/250 | Test: loss 1.937707, acc 0.509022, avg acc 0.465373 | Train: loss 1.882511, acc 0.543803, avg acc 0.482968 | lr 0.00000016 | 2022-02-21-03-08-40
EPOCH 249/250 | Test: loss 2.048028, acc 0.454545, avg acc 0.421554 | Train: loss 1.874416, acc 0.542925, avg acc 0.479864 | lr 0.00000004 | 2022-02-21-03-09-50